Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108905	ENR	Vincent E Lewis	1977-02-13	UHC-59903-89	—	7484 Bayshore Dr, Glendale, AZ, 85383	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-129555	ENR	Anrdew H Burton	1970-08-05	UHC-88406-12	4742145016	4315 Camelback Rd, Tampa, FL, 33642	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-126903	ENR	Kyle P Boyd	1954-06-05	UHC-18267-54	—	3370 Main St, Mesa, AZ, 85242	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-140093	ENR	Jacob G Tran	2006-07-28	UHC-35149-16	5486580934	8196 Park Pl, Tucson, AZ, 85761	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
CLM-418608	CLM	Teresa Montgomery	1987-10-19	UHC-56311-84	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-113615	ENR	Jack N Johnston	1941-03-21	UHC-39054-41	4273439445	217 Ridge Rd, Austin, TX, 78720	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
CLM-411466	CLM	Nicole K Elliott	1954-07-08	UHC-60817-81	—	2392 Spring St, Tucson, AZ, 85744	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
ENR-121335	ENR	Betty T Green	1957-02-08	UHC-32468-84	6344023599	7997 Lake View Rd, Jacksonville, FL, 32235	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-111788	ENR	Brittany A Shaw	1945-07-24	UHC-51205-94	9327580485	3694 Church St, Las Vegas, NV, 89127	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-120579	ENR	Terry Singh	1956-05-20	UHC-09840-40	—	—	0.80	Phone missing area code Member ID reformatted Plan code upper-cased Placeholder values cleared
PRV-27452	PRV	Theresa W Rios	1950-03-14	UHC-98479-41	4963687225	9833 Park Pl, Tempe, AZ, 85259	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-124053	ENR	Margaret F Nichols	1969-01-18	UHC-49860-99	5594918770	4873 Sage Ct, Dallas, TX, 75225	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
CLM-406582	CLM	Nancy G Wright	1957-08-22	UHC-99348-62	—	4434 Canyon Rd, Tempe, AZ, 85241	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-417075	CLM	Jerry Clark	2007-09-05	UHC-58298-85	3903716278	9738 Union St, Plano, TX	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
ENR-139315	ENR	Lucia Oliver	1978-03-13	UHC-03058-96	7869940438	1236 Cedar Ln, Mesa, AZ, 85219	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-108007	ENR	Marcus Roberts	2005-04-16	UHC-52099-28	4009156736	1639 River Rd, Miami, FL, 33122	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Plan code upper-cased
TPA-53243	TPA	Jeremy Nichols	1978-04-27	UHC-36703-86	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20708	PRV	Elizabeth Hudson	2001-12-09	UHC-04542-13	5768633560	4988 Highland Ave, Austin, TX, 78703	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418361	CLM	Kyle Padilla	1983-10-02	UHC-83600-99	9539413714	9353 Valley View Dr, San Antonio, TX, 78227	0.80	Phone reformatted Member ID reformatted State code upper-cased Gender normalised
PRV-20899	PRV	Austin Hughes	—	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.80	Date of birth unreadable Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-128954	ENR	Karen Riley	1997-02-11	UHC-15007-83	6857375411	2321 Park Pl, Dallas, TX, 75292	0.80	Name re-cased Phone reformatted Member ID reformatted Gender normalised
CLM-419869	CLM	Soia X Kelely	1956-01-22	UHC-11034-93	—	7324 Sage Ct, Tampa, FL, 33614	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-142820	ENR	Richard Simmosn	1950-12-25	UHC-60650-95	8603727016	286 Central Ave, San Diego, CA, 92116	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
ENR-100010	ENR	Carolyn O Burns	—	UHC-64387-22	8647143924	7945 Forest Ave, Jacksonville, FL, 32288	0.80	Name re-cased Date of birth missing Phone reformatted Member ID reformatted
ENR-121288	ENR	Thomas C Stephens	1986-06-13	UHC-93136-85	8272320636	4569 Jefferson Ave, Charlotte, NC, 28218	0.80	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-122423	ENR	Eric X Wong	1985-04-05	UHC-55149-77	5615137113	6146 Meadow Ln, Orlando, FL, 32878	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
CLM-423098	CLM	Mason Clark	1949-09-12	UHC-58223-41	2176505413	3158 Bayshore Dr, Houston, TX, 77010	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-109170	ENR	Jose Andrews	1953-05-16	UHC-87237-25	7717709913	9657 Main St, Tempe, AZ, 85231	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-137941	ENR	Lawrence C Duncan	1938-05-06	UHC-36484-66	7224584491	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
ENR-105687	ENR	Scott Q Murray	1941-11-27	UHC-89251-10	—	979 Broadway, Jacksonville, FL, 32297	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-133849	ENR	Linda Murray	1981-01-19	UHC-28136-04	8829828245	5901 Mesa Dr, Tucson, AZ, 85755	0.80	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised
ENR-120163	ENR	Jack Estrada	1993-03-17	UHC-67395-46	7856242409	784 Pine Dr, Atlanta, GA, 30346	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-113267	ENR	Margaret A McDonald	1956-09-28	UHC-91749-89	3995052188	2489 Forest Ave, Sacramento, CA, 95843	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed
CLM-422645	CLM	Tim Rios	1974-03-18	UHC-68272-84	—	8728 Sage Ct, Miami, FL, 33123	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-114673	ENR	Cynthia YJunk	1955-08-15	UHC-26200-01	9252421827	5537 Hillcrest Rd, Tampa, FL, 33652	0.80	Date of birth reformatted Member ID reformatted Whitespace trimmed No usable name (quarantined)
ENR-133563	ENR	Mason Baker	1942-12-28	UHC-52066-68	9625822416	3296 Broadway, Denver, CO, 80249	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
CLM-430355	CLM	Emiy A Howard	1966-06-04	UHC-32460-21	—	—	0.80	Name re-cased Phone missing area code Member ID reformatted Placeholder values cleared
ENR-125918	ENR	Thomas I Marquez	1972-05-15	UHC-65360-18	—	473 Ocean Ave, Jacksonville, FL	0.80	Date of birth reformatted Member ID reformatted ZIP missing Placeholder values cleared
ENR-141191	ENR	Nancy Henderson	1987-10-03	UHC-72183-57	8905695591	6909 Harbor Blvd, Orlando, FL, 32839	0.80	Name re-cased Two-digit birth year Member ID reformatted Email lower-cased
CLM-421725	CLM	Megan Morrison	1976-06-17	UHC-18860-99	—	3223 Meadow Ln # 974, Austin, TX, 78721	0.80	Name re-cased Member ID reformatted Unit split from street Placeholder values cleared
ENR-109411	ENR	Pamela U Lucas	1963-10-05	UHC-08267-93	—	6958 Highland Ave, San Antonio, TX, 78246	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Whitespace trimmed
CLM-426207	CLM	Anna Paye	1966-11-27	UHC-93456-64	—	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-429438	CLM	Brenda Nelson	1990-11-03	UHC-48922-37	—	2173 Indian School Rd, Tampa, FL, 33643	0.80	Two-digit birth year Member ID reformatted City re-cased Placeholder values cleared
CLM-418135	CLM	Teresa R Parker	1970-03-07	UHC-27839-97	—	4695 Ocean Ave, Gilbert, AZ, 85235	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
TPA-54266	TPA	Gabriel Chen	1997-06-05	UHC-42326-53	—	3512 Washington St, Fresno, CA, 93736	0.80	Two-digit birth year Member ID reformatted City re-cased Placeholder values cleared
PRV-22502	PRV	Maria Wang	1976-04-07	UHC-01269-47	—	6033 Mesa Dr, Phoenix, AZ, 85004	0.80	Name split from “Last, First”Member ID reformatted Email lower-cased Placeholder values cleared
ENR-111603	ENR	Susan V Torres	1948-07-23	UHC-43424-68	4319310485	7638 Spring St, San Diego, CA	0.80	Date of birth reformatted Member ID reformatted City re-cased ZIP missing
ENR-103537	ENR	Thomas Soto	1970-03-01	UHC-25252-21	7869810060	3604 Spring St, Tempe, AZ, 85201	0.80	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-410368	CLM	Aaron M Larson	1995-06-15	UHC-25525-72	4393493046	7090 Union St, Minneapolis, MN, 55418	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-416521	CLM	Grace V Fisher	1971-03-01	UHC-44389-91	3313736736	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared

7,723 rows, page 111 of 155Previous Next